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Fault tolerance in any distributed environment is challenging. Web services complicates the matter by operating over the wild, uncontrolled Internet. This is not the forum for a *detailed* discussion of fault tolerance issues in distributed computing systems. I found a few resources that you might find useful, though:
Dig Deeper on Service-oriented architecture (SOA)
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